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This paper introduces a continuous-time constrained nonlinear control scheme which implements a model predictive control strategy as a continuous-time dynamic system. The approach is based on the idea that the solution of the optimal…

系统与控制 · 计算机科学 2017-09-20 Marco M. Nicotra , Dominic Liao-McPherson , Ilya V. Kolmanovsky

Multi-agent reinforcement learning methods have shown remarkable potential in solving complex multi-agent problems but mostly lack theoretical guarantees. Recently, mean field control and mean field games have been established as a…

机器学习 · 计算机科学 2021-12-20 Kai Cui , Anam Tahir , Mark Sinzger , Heinz Koeppl

We design a distributed feedback optimization strategy, embedded into a modular ROS 2 control architecture, which allows a team of heterogeneous robots to cooperatively monitor and encircle a target while patrolling points of interest.…

机器人学 · 计算机科学 2024-10-01 Lorenzo Pichierri , Guido Carnevale , Lorenzo Sforni , Giuseppe Notarstefano

This paper presents a novel decentralized approach for achieving emergent behavior in multi-agent systems with minimal information sharing. Based on prior work in simple orbits, our method produces a broad class of stable, periodic…

机器人学 · 计算机科学 2025-11-17 Dimitria Silveria , Kleber Cabral , Peter Jardine , Sidney Givigi

In a warehouse environment, tasks appear dynamically. Consequently, a task management system that matches them with the workforce too early (e.g., weeks in advance) is necessarily sub-optimal. Also, the rapidly increasing size of the action…

机器学习 · 计算机科学 2022-03-08 Diogo S. Carvalho , Biswa Sengupta

This paper investigates the flocking control of a swarm with a malicious agent that falsifies its controller parameters to cause collision, division, and escape of agents in the swarm. A novel geometric flocking condition is established by…

系统与控制 · 电气工程与系统科学 2023-08-09 Chencheng Zhang , Hao Yang , Bin Jiang , Ming Cao

Swarms of large numbers of agents appear in many biological and engineering fields. Dynamic bi-stability of co-existing spatio-temporal patterns has been observed in many models of large population swarms. However, many reduced models for…

斑图形成与孤子 · 物理学 2015-06-17 Luis Mier-y-Teran-Romero , Ira B. Schwartz

This paper presents novel solutions of the data-based synchronization problem for continuous-time multiagent systems. We consider the cases of homogeneous and heterogeneous systems. First, we obtain a data-based representation of the…

系统与控制 · 电气工程与系统科学 2024-08-08 Victor G. Lopez , Matthias A. Müller

This paper addresses the design and analysis of an extremum-seeking (ES) controller for scalar static maps in the context of infinite-dimensional dynamics governed by complex-valued partial differential equations (PDEs) of Schrodinger type.…

Collective motion in animal groups provide examples of emergent, decentralised coordination. Here, we examine a bottom-up model of collective behavior based on Future State Maximisation (FSM). In this model agents seek to maximise the…

物理与社会 · 物理学 2026-01-22 Sam Turley , Matthew Turner

The problem of controlling complex networks is of interest to disciplines ranging from biology to swarm robotics. However, controllability can be too strict a condition, failing to capture a range of desirable behaviors. Herdability, which…

系统与控制 · 计算机科学 2018-05-01 Sebastian F. Ruf , Magnus Egersted , Jeff S. Shamma

The sustainable foraging problem is a dynamic environment testbed for exploring the forms of agent cognition in dealing with social dilemmas in a multi-agent setting. The agents need to resist the temptation of individual rewards through…

多智能体系统 · 计算机科学 2024-08-20 John Payne , Aishwaryaprajna , Peter R. Lewis

Model Predictive Control (MPC) has established itself as the primary methodology for constrained control, enabling autonomy across diverse applications. While model fidelity is crucial in MPC, solving the corresponding optimization problem…

系统与控制 · 电气工程与系统科学 2026-04-23 Lukas Schroth , Daniel Morton , Amon Lahr , Daniele Gammelli , Andrea Carron , Marco Pavone

Decentralized control of cooperative systems captures the operation of a group of decision makers that share a single global objective. The difficulty in solving optimally such problems arises when the agents lack full observability of the…

人工智能 · 计算机科学 2011-07-04 C. V. Goldman , S. Zilberstein

Simulation of population dynamics is a central research theme in computational biology, which contributes to understanding the interactions between predators and preys. Conventional mathematical tools of this theme, however, are incapable…

多智能体系统 · 计算机科学 2020-02-11 Jun Yamada , John Shawe-Taylor , Zafeirios Fountas

In this paper, we study the problem of controlling a two-dimensional robotic swarm with the purpose of achieving high level and complex spatio-temporal patterns. We use a rich spatio-temporal logic that is capable of describing a wide range…

系统与控制 · 计算机科学 2016-09-21 Iman Haghighi , Sadra Sadraddini , Calin Belta

Swarm robotic systems are mainly inspired by swarms of socials insects and the collective emergent behavior that arises from their cooperation at the lower lever. Despite the limited sensory ability, computational power, and communication…

系统与控制 · 计算机科学 2013-03-01 Wesam Elshamy

In this paper, we propose a discontinuous distributed model-independent algorithm for a directed network of Euler-Lagrange agents to track the trajectory of a leader with non-constant velocity. We initially study a fixed network and show…

系统与控制 · 电气工程与系统科学 2024-10-25 Mengbin Ye , Brian D. O. Anderson , Changbin Yu

In this paper, we propose a leader-follower hierarchical strategy for two robots collaboratively transporting an object in a partially known environment with obstacles. Both robots sense the local surrounding environment and react to…

机器人学 · 计算机科学 2021-07-27 Monimoy Bujarbaruah , Yvonne R. Stürz , Conrad Holda , Karl H. Johansson , Francesco Borrelli

Emergence and emergent behaviors are often defined as cases where changes in local interactions between agents at a lower level effectively changes what occurs in the higher level of the system (i.e., the whole swarm) and its properties.…

机器人学 · 计算机科学 2024-04-01 Ricardo Vega , Connor Mattson , Daniel S. Brown , Cameron Nowzari